Dataset statistics
| Number of variables | 11 |
|---|---|
| Number of observations | 557 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 45.8 KiB |
| Average record size in memory | 84.2 B |
Variable types
| Numeric | 11 |
|---|
Average Temperature is highly correlated with Maximum temperature and 5 other fields | High correlation |
Maximum temperature is highly correlated with Average Temperature and 5 other fields | High correlation |
Minimum temperature is highly correlated with Average Temperature and 4 other fields | High correlation |
Atmospheric pressure at sea level (hPa) is highly correlated with Average Temperature and 3 other fields | High correlation |
Average relative humidity is highly correlated with Average Temperature and 1 other fields | High correlation |
Average visibility (Km) is highly correlated with Average Temperature and 3 other fields | High correlation |
Average wind speed (Km/h) is highly correlated with Maximum sustained wind speed (Km/h) | High correlation |
Maximum sustained wind speed (Km/h) is highly correlated with Average wind speed (Km/h) | High correlation |
PM2.5 is highly correlated with Average Temperature and 4 other fields | High correlation |
Average Temperature is highly correlated with Maximum temperature and 5 other fields | High correlation |
Maximum temperature is highly correlated with Average Temperature and 5 other fields | High correlation |
Minimum temperature is highly correlated with Average Temperature and 4 other fields | High correlation |
Atmospheric pressure at sea level (hPa) is highly correlated with Average Temperature and 3 other fields | High correlation |
Average relative humidity is highly correlated with Average Temperature and 1 other fields | High correlation |
Average visibility (Km) is highly correlated with Average Temperature and 3 other fields | High correlation |
Average wind speed (Km/h) is highly correlated with Maximum sustained wind speed (Km/h) | High correlation |
Maximum sustained wind speed (Km/h) is highly correlated with Average wind speed (Km/h) | High correlation |
PM2.5 is highly correlated with Average Temperature and 4 other fields | High correlation |
Average Temperature is highly correlated with Maximum temperature and 2 other fields | High correlation |
Maximum temperature is highly correlated with Average Temperature and 2 other fields | High correlation |
Minimum temperature is highly correlated with Average Temperature and 2 other fields | High correlation |
Atmospheric pressure at sea level (hPa) is highly correlated with Average Temperature and 2 other fields | High correlation |
Average wind speed (Km/h) is highly correlated with Maximum sustained wind speed (Km/h) | High correlation |
Maximum sustained wind speed (Km/h) is highly correlated with Average wind speed (Km/h) | High correlation |
df_index is highly correlated with Average Temperature and 6 other fields | High correlation |
Average Temperature is highly correlated with df_index and 6 other fields | High correlation |
Maximum temperature is highly correlated with df_index and 6 other fields | High correlation |
Minimum temperature is highly correlated with df_index and 5 other fields | High correlation |
Atmospheric pressure at sea level (hPa) is highly correlated with df_index and 6 other fields | High correlation |
Average relative humidity is highly correlated with df_index and 4 other fields | High correlation |
Average visibility (Km) is highly correlated with df_index and 7 other fields | High correlation |
Average wind speed (Km/h) is highly correlated with Average visibility (Km) and 1 other fields | High correlation |
Maximum sustained wind speed (Km/h) is highly correlated with Average wind speed (Km/h) | High correlation |
PM2.5 is highly correlated with df_index and 5 other fields | High correlation |
df_index is uniformly distributed | Uniform |
df_index has unique values | Unique |
Total rainfall and / or snowmelt (mm) has 453 (81.3%) zeros | Zeros |
Average wind speed (Km/h) has 6 (1.1%) zeros | Zeros |
Reproduction
| Analysis started | 2022-07-15 10:07:13.839100 |
|---|---|
| Analysis finished | 2022-07-15 10:07:26.646667 |
| Duration | 12.81 seconds |
| Software version | pandas-profiling v3.2.0 |
| Download configuration | config.json |
| Distinct | 557 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 541.6786355 |
| Minimum | 0 |
|---|---|
| Maximum | 1090 |
| Zeros | 1 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 54.2 |
| Q1 | 269 |
| median | 541 |
| Q3 | 813 |
| 95-th percentile | 1032.2 |
| Maximum | 1090 |
| Range | 1090 |
| Interquartile range (IQR) | 544 |
Descriptive statistics
| Standard deviation | 314.6618817 |
|---|---|
| Coefficient of variation (CV) | 0.5809014073 |
| Kurtosis | -1.198214936 |
| Mean | 541.6786355 |
| Median Absolute Deviation (MAD) | 272 |
| Skewness | 0.00292360445 |
| Sum | 301715 |
| Variance | 99012.09978 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 0 | 1 | 0.2% |
| 730 | 1 | 0.2% |
| 718 | 1 | 0.2% |
| 719 | 1 | 0.2% |
| 723 | 1 | 0.2% |
| 724 | 1 | 0.2% |
| 725 | 1 | 0.2% |
| 729 | 1 | 0.2% |
| 731 | 1 | 0.2% |
| 748 | 1 | 0.2% |
| Other values (547) | 547 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 12 | 1 | |
| 13 | 1 | |
| 14 | 1 | |
| 18 | 1 |
| Value | Count | Frequency (%) |
| 1090 | 1 | |
| 1086 | 1 | |
| 1085 | 1 | |
| 1084 | 1 | |
| 1080 | 1 | |
| 1079 | 1 | |
| 1078 | 1 | |
| 1074 | 1 | |
| 1073 | 1 | |
| 1072 | 1 |
Average Temperature
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 222 |
|---|---|
| Distinct (%) | 39.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.06750449 |
| Minimum | 6.7 |
|---|---|
| Maximum | 38.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.5 KiB |
Quantile statistics
| Minimum | 6.7 |
|---|---|
| 5-th percentile | 12.38 |
| Q1 | 18.4 |
| median | 27.5 |
| Q3 | 31 |
| 95-th percentile | 34.72 |
| Maximum | 38.5 |
| Range | 31.8 |
| Interquartile range (IQR) | 12.6 |
Descriptive statistics
| Standard deviation | 7.33027155 |
|---|---|
| Coefficient of variation (CV) | 0.2924212721 |
| Kurtosis | -0.9730690226 |
| Mean | 25.06750449 |
| Median Absolute Deviation (MAD) | 4.7 |
| Skewness | -0.4451735902 |
| Sum | 13962.6 |
| Variance | 53.73288099 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 30.9 | 10 | 1.8% |
| 31.9 | 8 | 1.4% |
| 31.2 | 8 | 1.4% |
| 30.4 | 7 | 1.3% |
| 30.1 | 7 | 1.3% |
| 31.8 | 7 | 1.3% |
| 34.1 | 7 | 1.3% |
| 17.2 | 6 | 1.1% |
| 29.1 | 6 | 1.1% |
| 31.6 | 6 | 1.1% |
| Other values (212) | 485 |
| Value | Count | Frequency (%) |
| 6.7 | 1 | |
| 7.4 | 1 | |
| 7.8 | 1 | |
| 8.6 | 1 | |
| 9.1 | 1 | |
| 9.3 | 1 | |
| 9.5 | 1 | |
| 9.8 | 1 | |
| 10.1 | 1 | |
| 10.4 | 1 |
| Value | Count | Frequency (%) |
| 38.5 | 1 | 0.2% |
| 37.9 | 2 | |
| 37.8 | 2 | |
| 37.7 | 1 | 0.2% |
| 37.6 | 1 | 0.2% |
| 36.9 | 1 | 0.2% |
| 36.8 | 1 | 0.2% |
| 36.3 | 1 | 0.2% |
| 36.2 | 3 | |
| 35.9 | 2 |
Maximum temperature
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 218 |
|---|---|
| Distinct (%) | 39.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 31.96238779 |
| Minimum | 9.8 |
|---|---|
| Maximum | 45.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.5 KiB |
Quantile statistics
| Minimum | 9.8 |
|---|---|
| 5-th percentile | 18.98 |
| Q1 | 27.3 |
| median | 33.95 |
| Q3 | 36.7 |
| 95-th percentile | 41.7 |
| Maximum | 45.5 |
| Range | 35.7 |
| Interquartile range (IQR) | 9.4 |
Descriptive statistics
| Standard deviation | 7.020364074 |
|---|---|
| Coefficient of variation (CV) | 0.2196445435 |
| Kurtosis | -0.4016355655 |
| Mean | 31.96238779 |
| Median Absolute Deviation (MAD) | 4.65 |
| Skewness | -0.5426714012 |
| Sum | 17803.05 |
| Variance | 49.28551173 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 36.6 | 9 | 1.6% |
| 35.8 | 9 | 1.6% |
| 35.6 | 9 | 1.6% |
| 40.6 | 8 | 1.4% |
| 36 | 7 | 1.3% |
| 35.5 | 7 | 1.3% |
| 34.4 | 7 | 1.3% |
| 34.9 | 7 | 1.3% |
| 36.5 | 7 | 1.3% |
| 34.5 | 6 | 1.1% |
| Other values (208) | 481 |
| Value | Count | Frequency (%) |
| 9.8 | 1 | |
| 12.7 | 1 | |
| 13.4 | 1 | |
| 14.5 | 1 | |
| 15.3 | 1 | |
| 15.5 | 1 | |
| 15.9 | 1 | |
| 16 | 1 | |
| 16.3 | 1 | |
| 16.8 | 1 |
| Value | Count | Frequency (%) |
| 45.5 | 3 | |
| 45.1 | 2 | |
| 45 | 2 | |
| 44.9 | 1 | 0.2% |
| 44.6 | 2 | |
| 43.6 | 1 | 0.2% |
| 43.2 | 1 | 0.2% |
| 43 | 1 | 0.2% |
| 42.9 | 1 | 0.2% |
| 42.8 | 2 |
Minimum temperature
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 210 |
|---|---|
| Distinct (%) | 37.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19.03743268 |
| Minimum | 0 |
|---|---|
| Maximum | 32.7 |
| Zeros | 1 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 6.48 |
| Q1 | 11.9 |
| median | 20.75 |
| Q3 | 25.6 |
| 95-th percentile | 28.24 |
| Maximum | 32.7 |
| Range | 32.7 |
| Interquartile range (IQR) | 13.7 |
Descriptive statistics
| Standard deviation | 7.49778049 |
|---|---|
| Coefficient of variation (CV) | 0.3938440975 |
| Kurtosis | -1.184062137 |
| Mean | 19.03743268 |
| Median Absolute Deviation (MAD) | 5.85 |
| Skewness | -0.3834288581 |
| Sum | 10603.85 |
| Variance | 56.21671228 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 27 | 13 | 2.3% |
| 24.8 | 11 | 2.0% |
| 25 | 10 | 1.8% |
| 28 | 9 | 1.6% |
| 27.6 | 9 | 1.6% |
| 25.3 | 8 | 1.4% |
| 26 | 7 | 1.3% |
| 25.8 | 7 | 1.3% |
| 26.8 | 7 | 1.3% |
| 25.4 | 7 | 1.3% |
| Other values (200) | 469 |
| Value | Count | Frequency (%) |
| 0 | 1 | 0.2% |
| 2.4 | 1 | 0.2% |
| 3.3 | 1 | 0.2% |
| 4 | 2 | |
| 4.4 | 3 | |
| 4.8 | 2 | |
| 5 | 1 | 0.2% |
| 5.2 | 1 | 0.2% |
| 5.5 | 2 | |
| 5.6 | 4 |
| Value | Count | Frequency (%) |
| 32.7 | 1 | |
| 31 | 1 | |
| 30.8 | 1 | |
| 30.5 | 1 | |
| 30.2 | 2 | |
| 30.1 | 1 | |
| 30 | 1 | |
| 29.6 | 1 | |
| 29.3 | 1 | |
| 29.2 | 2 |
Atmospheric pressure at sea level (hPa)
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 241 |
|---|---|
| Distinct (%) | 43.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1008.335189 |
| Minimum | 991.5 |
|---|---|
| Maximum | 1023.2 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.5 KiB |
Quantile statistics
| Minimum | 991.5 |
|---|---|
| 5-th percentile | 996.78 |
| Q1 | 1001.6 |
| median | 1009 |
| Q3 | 1015 |
| 95-th percentile | 1019.6 |
| Maximum | 1023.2 |
| Range | 31.7 |
| Interquartile range (IQR) | 13.4 |
Descriptive statistics
| Standard deviation | 7.567902486 |
|---|---|
| Coefficient of variation (CV) | 0.007505344028 |
| Kurtosis | -1.220617113 |
| Mean | 1008.335189 |
| Median Absolute Deviation (MAD) | 6.7 |
| Skewness | -0.0970727311 |
| Sum | 561642.7 |
| Variance | 57.27314803 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1000.8 | 8 | 1.4% |
| 1012.8 | 7 | 1.3% |
| 1014.8 | 7 | 1.3% |
| 1003.4 | 6 | 1.1% |
| 1001.8 | 6 | 1.1% |
| 1002 | 5 | 0.9% |
| 998.4 | 5 | 0.9% |
| 998.8 | 5 | 0.9% |
| 1017.1 | 5 | 0.9% |
| 1005.8 | 5 | 0.9% |
| Other values (231) | 498 |
| Value | Count | Frequency (%) |
| 991.5 | 1 | |
| 993.1 | 1 | |
| 993.2 | 1 | |
| 993.3 | 1 | |
| 994 | 2 | |
| 994.1 | 1 | |
| 994.7 | 1 | |
| 994.9 | 1 | |
| 995 | 1 | |
| 995.1 | 1 |
| Value | Count | Frequency (%) |
| 1023.2 | 1 | 0.2% |
| 1022.3 | 1 | 0.2% |
| 1021.9 | 1 | 0.2% |
| 1021.2 | 3 | |
| 1021.1 | 1 | 0.2% |
| 1021 | 3 | |
| 1020.7 | 2 | |
| 1020.6 | 3 | |
| 1020.5 | 1 | 0.2% |
| 1020.2 | 1 | 0.2% |
| Distinct | 73 |
|---|---|
| Distinct (%) | 13.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 65.40035907 |
| Minimum | 21 |
|---|---|
| Maximum | 98 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.5 KiB |
Quantile statistics
| Minimum | 21 |
|---|---|
| 5-th percentile | 36 |
| Q1 | 56 |
| median | 67 |
| Q3 | 76 |
| 95-th percentile | 88.2 |
| Maximum | 98 |
| Range | 77 |
| Interquartile range (IQR) | 20 |
Descriptive statistics
| Standard deviation | 15.09381454 |
|---|---|
| Coefficient of variation (CV) | 0.2307910041 |
| Kurtosis | -0.07282520467 |
| Mean | 65.40035907 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | -0.4340593205 |
| Sum | 36428 |
| Variance | 227.8232373 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 71 | 21 | 3.8% |
| 68 | 20 | 3.6% |
| 76 | 20 | 3.6% |
| 54 | 17 | 3.1% |
| 69 | 17 | 3.1% |
| 65 | 16 | 2.9% |
| 61 | 16 | 2.9% |
| 73 | 16 | 2.9% |
| 59 | 15 | 2.7% |
| 74 | 15 | 2.7% |
| Other values (63) | 384 |
| Value | Count | Frequency (%) |
| 21 | 1 | 0.2% |
| 24 | 1 | 0.2% |
| 26 | 2 | 0.4% |
| 29 | 5 | |
| 30 | 4 | |
| 31 | 1 | 0.2% |
| 32 | 5 | |
| 33 | 2 | 0.4% |
| 34 | 2 | 0.4% |
| 35 | 4 |
| Value | Count | Frequency (%) |
| 98 | 1 | 0.2% |
| 97 | 2 | 0.4% |
| 96 | 1 | 0.2% |
| 95 | 2 | 0.4% |
| 94 | 2 | 0.4% |
| 93 | 4 | |
| 92 | 4 | |
| 91 | 4 | |
| 90 | 6 | |
| 89 | 2 | 0.4% |
| Distinct | 32 |
|---|---|
| Distinct (%) | 5.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.82486535 |
| Minimum | 0 |
|---|---|
| Maximum | 122.94 |
| Zeros | 453 |
| Zeros (%) | 81.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 9.094 |
| Maximum | 122.94 |
| Range | 122.94 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 8.332518136 |
|---|---|
| Coefficient of variation (CV) | 4.566100252 |
| Kurtosis | 112.6596625 |
| Mean | 1.82486535 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 9.375625261 |
| Sum | 1016.45 |
| Variance | 69.43085848 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 453 | |
| 2.03 | 16 | 2.9% |
| 0.51 | 11 | 2.0% |
| 4.06 | 8 | 1.4% |
| 0.25 | 8 | 1.4% |
| 6.1 | 6 | 1.1% |
| 7.11 | 6 | 1.1% |
| 1.02 | 5 | 0.9% |
| 3.05 | 4 | 0.7% |
| 12.95 | 4 | 0.7% |
| Other values (22) | 36 | 6.5% |
| Value | Count | Frequency (%) |
| 0 | 453 | |
| 0.25 | 8 | 1.4% |
| 0.51 | 11 | 2.0% |
| 0.76 | 3 | 0.5% |
| 1.02 | 5 | 0.9% |
| 2.03 | 16 | 2.9% |
| 3.05 | 4 | 0.7% |
| 4.06 | 8 | 1.4% |
| 5.08 | 3 | 0.5% |
| 6.1 | 6 | 1.1% |
| Value | Count | Frequency (%) |
| 122.94 | 1 | 0.2% |
| 95 | 1 | 0.2% |
| 56.9 | 1 | 0.2% |
| 38.1 | 1 | 0.2% |
| 36.07 | 1 | 0.2% |
| 32 | 1 | 0.2% |
| 29.97 | 1 | 0.2% |
| 26.92 | 1 | 0.2% |
| 25.91 | 3 | |
| 23.11 | 1 | 0.2% |
| Distinct | 20 |
|---|---|
| Distinct (%) | 3.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.783123878 |
| Minimum | 0.3 |
|---|---|
| Maximum | 3.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.5 KiB |
Quantile statistics
| Minimum | 0.3 |
|---|---|
| 5-th percentile | 0.6 |
| Q1 | 1.4 |
| median | 1.9 |
| Q3 | 2.1 |
| 95-th percentile | 2.7 |
| Maximum | 3.4 |
| Range | 3.1 |
| Interquartile range (IQR) | 0.7 |
Descriptive statistics
| Standard deviation | 0.6034990366 |
|---|---|
| Coefficient of variation (CV) | 0.3384504263 |
| Kurtosis | -0.1572474565 |
| Mean | 1.783123878 |
| Median Absolute Deviation (MAD) | 0.4 |
| Skewness | -0.3065519935 |
| Sum | 993.2 |
| Variance | 0.3642110871 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1.9 | 198 | |
| 2.6 | 52 | 9.3% |
| 2.3 | 32 | 5.7% |
| 1.8 | 32 | 5.7% |
| 1.6 | 32 | 5.7% |
| 1.4 | 29 | 5.2% |
| 0.8 | 23 | 4.1% |
| 1.3 | 23 | 4.1% |
| 1.1 | 22 | 3.9% |
| 0.6 | 20 | 3.6% |
| Other values (10) | 94 |
| Value | Count | Frequency (%) |
| 0.3 | 4 | 0.7% |
| 0.5 | 13 | |
| 0.6 | 20 | |
| 0.8 | 23 | |
| 1 | 20 | |
| 1.1 | 22 | |
| 1.3 | 23 | |
| 1.4 | 29 | |
| 1.6 | 32 | |
| 1.8 | 32 |
| Value | Count | Frequency (%) |
| 3.4 | 1 | 0.2% |
| 3.2 | 1 | 0.2% |
| 3.1 | 8 | 1.4% |
| 2.9 | 3 | 0.5% |
| 2.7 | 17 | 3.1% |
| 2.6 | 52 | 9.3% |
| 2.4 | 13 | 2.3% |
| 2.3 | 32 | 5.7% |
| 2.1 | 14 | 2.5% |
| 1.9 | 198 |
Average wind speed (Km/h)
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 93 |
|---|---|
| Distinct (%) | 16.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.445780969 |
| Minimum | 0 |
|---|---|
| Maximum | 24.4 |
| Zeros | 6 |
| Zeros (%) | 1.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.9 |
| Q1 | 3.3 |
| median | 5.9 |
| Q3 | 8.9 |
| 95-th percentile | 14.6 |
| Maximum | 24.4 |
| Range | 24.4 |
| Interquartile range (IQR) | 5.6 |
Descriptive statistics
| Standard deviation | 4.107197268 |
|---|---|
| Coefficient of variation (CV) | 0.6371915657 |
| Kurtosis | 0.6135296869 |
| Mean | 6.445780969 |
| Median Absolute Deviation (MAD) | 2.8 |
| Skewness | 0.7965000635 |
| Sum | 3590.3 |
| Variance | 16.8690694 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 6.7 | 16 | 2.9% |
| 7.2 | 15 | 2.7% |
| 8.1 | 15 | 2.7% |
| 0.9 | 14 | 2.5% |
| 2.6 | 14 | 2.5% |
| 5.4 | 14 | 2.5% |
| 4.8 | 14 | 2.5% |
| 4.4 | 13 | 2.3% |
| 6.3 | 13 | 2.3% |
| 0.4 | 13 | 2.3% |
| Other values (83) | 416 |
| Value | Count | Frequency (%) |
| 0 | 6 | |
| 0.4 | 13 | |
| 0.7 | 3 | 0.5% |
| 0.9 | 14 | |
| 1.1 | 8 | |
| 1.3 | 8 | |
| 1.5 | 8 | |
| 1.7 | 5 | 0.9% |
| 1.9 | 13 | |
| 2 | 11 |
| Value | Count | Frequency (%) |
| 24.4 | 1 | |
| 20.7 | 1 | |
| 18.7 | 1 | |
| 18.5 | 1 | |
| 17.8 | 1 | |
| 17.6 | 1 | |
| 17.4 | 1 | |
| 17.2 | 1 | |
| 17 | 1 | |
| 16.9 | 2 |
Maximum sustained wind speed (Km/h)
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 25 |
|---|---|
| Distinct (%) | 4.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.59210054 |
| Minimum | 1.9 |
|---|---|
| Maximum | 57.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.5 KiB |
Quantile statistics
| Minimum | 1.9 |
|---|---|
| 5-th percentile | 5.4 |
| Q1 | 11.1 |
| median | 14.8 |
| Q3 | 18.3 |
| 95-th percentile | 27.8 |
| Maximum | 57.6 |
| Range | 55.7 |
| Interquartile range (IQR) | 7.2 |
Descriptive statistics
| Standard deviation | 7.921367747 |
|---|---|
| Coefficient of variation (CV) | 0.5080372415 |
| Kurtosis | 6.364189663 |
| Mean | 15.59210054 |
| Median Absolute Deviation (MAD) | 3.7 |
| Skewness | 1.794754392 |
| Sum | 8684.8 |
| Variance | 62.74806698 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 14.8 | 104 | |
| 11.1 | 81 | |
| 18.3 | 60 | |
| 7.6 | 53 | |
| 9.4 | 42 | |
| 22.2 | 40 | 7.2% |
| 13 | 30 | 5.4% |
| 16.5 | 23 | 4.1% |
| 20.6 | 21 | 3.8% |
| 3.5 | 21 | 3.8% |
| Other values (15) | 82 |
| Value | Count | Frequency (%) |
| 1.9 | 1 | 0.2% |
| 3.5 | 21 | 3.8% |
| 5.4 | 11 | 2.0% |
| 7.6 | 53 | |
| 9.4 | 42 | |
| 11.1 | 81 | |
| 13 | 30 | 5.4% |
| 14.8 | 104 | |
| 16.5 | 23 | 4.1% |
| 18.3 | 60 |
| Value | Count | Frequency (%) |
| 57.6 | 1 | 0.2% |
| 55.4 | 4 | 0.7% |
| 51.9 | 1 | 0.2% |
| 50 | 1 | 0.2% |
| 48.2 | 1 | 0.2% |
| 40.7 | 1 | 0.2% |
| 35.2 | 1 | 0.2% |
| 33.5 | 3 | 0.5% |
| 31.7 | 1 | 0.2% |
| 29.4 | 10 |
| Distinct | 226 |
|---|---|
| Distinct (%) | 40.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 114.5870736 |
| Minimum | 2 |
|---|---|
| Maximum | 422 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 26 |
| Q1 | 49 |
| median | 91 |
| Q3 | 158 |
| 95-th percentile | 278 |
| Maximum | 422 |
| Range | 420 |
| Interquartile range (IQR) | 109 |
Descriptive statistics
| Standard deviation | 82.21295198 |
|---|---|
| Coefficient of variation (CV) | 0.7174714336 |
| Kurtosis | 0.3800254068 |
| Mean | 114.5870736 |
| Median Absolute Deviation (MAD) | 48 |
| Skewness | 1.05038466 |
| Sum | 63825 |
| Variance | 6758.969473 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 91 | 17 | 3.1% |
| 38 | 8 | 1.4% |
| 47 | 8 | 1.4% |
| 80 | 7 | 1.3% |
| 43 | 7 | 1.3% |
| 30 | 6 | 1.1% |
| 31 | 6 | 1.1% |
| 25 | 6 | 1.1% |
| 41 | 6 | 1.1% |
| 110 | 6 | 1.1% |
| Other values (216) | 480 |
| Value | Count | Frequency (%) |
| 2 | 2 | |
| 7 | 1 | |
| 12 | 1 | |
| 13 | 1 | |
| 14 | 1 | |
| 15 | 1 | |
| 16 | 1 | |
| 19 | 2 | |
| 20 | 2 | |
| 21 | 2 |
| Value | Count | Frequency (%) |
| 422 | 1 | |
| 376 | 1 | |
| 365 | 2 | |
| 353 | 1 | |
| 349 | 1 | |
| 337 | 1 | |
| 334 | 1 | |
| 332 | 1 | |
| 323 | 1 | |
| 322 | 1 |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| df_index | Average Temperature | Maximum temperature | Minimum temperature | Atmospheric pressure at sea level (hPa) | Average relative humidity | Total rainfall and / or snowmelt (mm) | Average visibility (Km) | Average wind speed (Km/h) | Maximum sustained wind speed (Km/h) | PM2.5 | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 9.1 | 15.3 | 4.0 | 1015.6 | 90.0 | 0.0 | 0.5 | 0.0 | 14.8 | 284 |
| 1 | 1 | 7.4 | 9.8 | 4.8 | 1017.6 | 93.0 | 0.0 | 0.5 | 4.3 | 9.4 | 239 |
| 2 | 2 | 7.8 | 12.7 | 4.4 | 1018.5 | 87.0 | 0.0 | 0.6 | 4.4 | 11.1 | 182 |
| 3 | 6 | 6.7 | 13.4 | 2.4 | 1019.4 | 82.0 | 0.0 | 0.6 | 4.8 | 11.1 | 264 |
| 4 | 7 | 8.6 | 15.5 | 3.3 | 1018.7 | 72.0 | 0.0 | 0.8 | 8.1 | 20.6 | 223 |
| 5 | 8 | 12.4 | 20.9 | 4.4 | 1017.3 | 61.0 | 0.0 | 1.3 | 8.7 | 22.2 | 200 |
| 6 | 12 | 16.0 | 25.2 | 10.0 | 1013.2 | 79.0 | 0.0 | 0.6 | 4.8 | 11.1 | 285 |
| 7 | 13 | 13.4 | 21.0 | 9.2 | 1015.1 | 87.0 | 0.0 | 0.5 | 1.5 | 7.6 | 334 |
| 8 | 14 | 14.3 | 22.6 | 6.6 | 1016.3 | 76.0 | 0.0 | 0.8 | 0.4 | 3.5 | 276 |
| 9 | 18 | 12.7 | 18.9 | 7.3 | 1021.2 | 76.0 | 0.0 | 1.8 | 6.1 | 16.5 | 108 |
Last rows
| df_index | Average Temperature | Maximum temperature | Minimum temperature | Atmospheric pressure at sea level (hPa) | Average relative humidity | Total rainfall and / or snowmelt (mm) | Average visibility (Km) | Average wind speed (Km/h) | Maximum sustained wind speed (Km/h) | PM2.5 | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 547 | 1072 | 14.8 | 21.00 | 6.80 | 1016.4 | 63.0 | 0.0 | 2.4 | 5.4 | 13.0 | 163 |
| 548 | 1073 | 14.6 | 21.30 | 6.00 | 1017.1 | 59.0 | 0.0 | 2.6 | 8.1 | 14.8 | 161 |
| 549 | 1074 | 15.2 | 22.20 | 7.00 | 1016.5 | 60.0 | 0.0 | 2.4 | 7.0 | 14.8 | 157 |
| 550 | 1078 | 14.4 | 21.10 | 6.80 | 1019.1 | 65.0 | 0.0 | 1.6 | 5.6 | 13.0 | 245 |
| 551 | 1079 | 12.6 | 21.00 | 0.00 | 1018.9 | 68.0 | 0.0 | 1.4 | 2.6 | 9.4 | 264 |
| 552 | 1080 | 13.7 | 21.00 | 5.60 | 1018.8 | 71.0 | 0.0 | 1.3 | 1.5 | 7.6 | 253 |
| 553 | 1084 | 13.3 | 19.30 | 5.50 | 1021.9 | 62.0 | 0.0 | 1.9 | 7.8 | 14.8 | 181 |
| 554 | 1085 | 14.4 | 21.50 | 5.50 | 1021.0 | 60.0 | 0.0 | 1.8 | 8.9 | 18.3 | 210 |
| 555 | 1086 | 16.3 | 22.50 | 7.60 | 1020.6 | 64.0 | 0.0 | 1.4 | 8.1 | 14.8 | 255 |
| 556 | 1090 | 27.5 | 33.95 | 20.75 | 1009.0 | 67.0 | 0.0 | 1.9 | 5.9 | 14.8 | 220 |